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The Learning Turn

This video presents the same text shown beside it, spoken and on screen. It adds nothing the text does not say.

State

Modern artificial intelligence is dominated by systems that learn from very large collections of examples — the approach that overtook hand-written rules in the 2010s.

Show

In 2012 a learning system won the ImageNet vision challenge by a wide margin; in 2017 the transformer carried the lesson into language.

Watch for

The turn's costs — data hunger, opacity — are content, not footnotes; Unit 8 itemizes them.